{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: Click on \"*Kernel*\" > \"*Restart Kernel and Clear All Outputs*\" in [JupyterLab](https://jupyterlab.readthedocs.io/en/stable/) *before* reading this notebook to reset its output. If you cannot run this file on your machine, you may want to open it [in the cloud <img height=\"12\" style=\"display: inline-block\" src=\"../static/link/to_mb.png\">](https://mybinder.org/v2/gh/webartifex/intro-to-python/main?urlpath=lab/tree/09_mappings/08_resources.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Chapter 9: Mappings & Sets (Further Resources)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Here, we list some conference talks that go into great detail regarding the workings of the `dict` type."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How `dict` objects work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "[Brandon Rhodes](https://github.com/brandon-rhodes) explains in great detail in his PyCon 2010 & 2017 talks how dictionaries work \"under the hood.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fee2cc0dfd0>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo(\"C4Kc8xzcA68\", width=\"60%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"60%\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/66P5FMkWoVU\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fee2cc08e80>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"66P5FMkWoVU\", width=\"60%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## History of the `dict` Type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "The `dict` type's order has been worked on with many PEPs in recent years:\n",
    "- [PEP 412 <img height=\"12\" style=\"display: inline-block\" src=\"../static/link/to_py.png\">](https://www.python.org/dev/peps/pep-0412/): Key-Sharing Dictionary\n",
    "- [PEP 468 <img height=\"12\" style=\"display: inline-block\" src=\"../static/link/to_py.png\">](https://www.python.org/dev/peps/pep-0468/): Preserving the order of \\*\\*kwargs in a function\n",
    "- [PEP 520 <img height=\"12\" style=\"display: inline-block\" src=\"../static/link/to_py.png\">](https://www.python.org/dev/peps/pep-0520/): Preserving Class Attribute Definition Order\n",
    "\n",
    "[Raymond Hettinger](https://github.com/rhettinger), a Python core developer and one of the greatest Python teachers in the world, summaries the history of the `dict` type in his PyCon 2017 talk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
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     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"npw4s1QTmPg\", width=\"60%\")"
   ]
  }
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "sideBar": true,
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   "toc_position": {
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    "left": "10px",
    "top": "150px",
    "width": "384px"
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}